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<strong class="journal-contentHeaderColor">Abstract.</strong> Sulfuric acid (H<sub>2</sub>SO<sub>4</sub>) is a key driver of atmospheric new particle formation and subsequent growth, playing a critical role in the formation of sulfate aerosols. While stabilized Criegee intermediates (sCIs) are recognized to be one of the free radicals oxidated sulfur dioxide (SO<sub>2</sub>), alongside the dominant hydroxyl radical (OH), their role in the formation of H<sub>2</sub>SO<sub>4</sub> remains poorly understood due to uncertainties in current chemical mechanisms. Here, we quantify the impact of updated sCIs chemistry within the MCM v3.3.1 mechanism using an XGBoost-SHAP model, revealing that the updated mechanism significantly amplifies the contribution of precursor species to the sCIs oxidation rate by a factor of 1.97–10.75. To identify scenarios where sCIs effectively compete with OH, sensitivity analysis highlights ozone (O<sub>3</sub>) and alkenes as the primary synergistic drivers promoting the fractional contribution of sCIs to H<sub>2</sub>SO<sub>4</sub> (μ<sub>sCIs%</sub>). Furthermore, nitrogen oxides (NO<em><sub>x</sub></em>) exert a distinct diurnal regulatory effect: lower NO<em><sub>x</sub></em> levels enhance μ<sub>sCIs%</sub> during the day by limiting OH propagation, whereas high NO<em><sub>x</sub></em> promotes μsCIs% at night by accelerating OH termination. To assess ambient atmosphere implications, we used a Random Forest model to identify a period where gas-phase pathways dominated sulfate formation. Constrained AtChem simulations demonstrate the updated mechanism elevates sCIs contributions to H<sub>2</sub>SO<sub>4</sub> from 1.11 % to 7.13 % by day and 2.95 % to 15.72 % by night. These findings underscore the significance of sCIs for H<sub>2</sub>SO<sub>4</sub> production, especially in urban environments with high O<sub>3</sub> from imbalanced VOC/NO<em><sub>x</sub></em> reductions, and under nighttime conditions with low photolysis-dependent OH.